Open-World Semi-Supervised Learning on CIFAR-10 (test)
93.5Overall AccuracySORL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SORL2023.11 | 93.5 | 92.5 | 94 | |
| OpenCon2023.11 | 90.4 | 91.1 | 89.3 | |
| ORCA2023.11 | 88.3 | 87.5 | 89.9 | |
| OpenMatchNo. of Labeled data=4002025.12 | 87.92 | — | — | |
| GCD2023.11 | 87.5 | 86.7 | 90.1 | |
| HOODNo. of Labeled data=4002025.12 | 86.22 | — | — | |
| T2TNo. of Labeled data=4002025.12 | 85.97 | — | — | |
| OpenMatchNo. of Labeled data=1002025.12 | 85.3 | — | — | |
| HOODNo. of Labeled data=1002025.12 | 84.16 | — | — | |
| OpenMatchNo. of Labeled data=502025.12 | 84.1 | — | — | |
| MTCFNo. of Labeled data=4002025.12 | 83.92 | — | — | |
| T2TNo. of Labeled data=1002025.12 | 83.56 | — | — | |
| HOODNo. of Labeled data=502025.12 | 83.55 | — | — | |
| RankStats2023.11 | 82.9 | 81 | 86.6 | |
| T2TNo. of Labeled data=502025.12 | 82.74 | — | — | |
| MTCFNo. of Labeled data=1002025.12 | 81.41 | — | — | |
| MTCFNo. of Labeled data=502025.12 | 79.88 | — | — | |
| DS3LNo. of Labeled data=4002025.12 | 78.8 | — | — | |
| DS3LNo. of Labeled data=1002025.12 | 76.89 | — | — | |
| UASDNo. of Labeled data=4002025.12 | 76.74 | — | — | |
| UASDNo. of Labeled data=1002025.12 | 75.53 | — | — | |
| DS3LNo. of Labeled data=502025.12 | 74.44 | — | — | |
| UASDNo. of Labeled data=502025.12 | 72.82 | — | — | |
| SimCLR2023.11 | 51.7 | 63.4 | 58.3 | |
| FixMatch2023.11 | 49.5 | 50.4 | 71.5 | |
| DS3L2023.11 | 40.2 | 45.3 | 77.6 | |
| CGDL2023.11 | 39.7 | 44.6 | 72.3 | |
| DTC2023.11 | 38.3 | 39.5 | 53.9 |